{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 高中体测数据可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "female_score = pd.read_excel('./体测分数_女生.xls')\n",
    "male_score = pd.read_excel('./体测分数_男生.xls')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 对男1000米跑、男引体进行等宽分箱操作，分成3份，并使用饼图绘制百分比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CategoricalIndex([(66.667, 100.0], (33.333, 66.667], (-0.1, 33.333]], categories=[(-0.1, 33.333], (33.333, 66.667], (66.667, 100.0]], ordered=True, dtype='category')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '    男子1000米分数分布    ')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = pd.cut(male_score['男1000米跑分数'],bins =3)\n",
    "display(a.value_counts().index)\n",
    "\n",
    "plt.figure(figsize=(12,9))\n",
    "plt.pie(a.value_counts(),\n",
    "        labels=a.value_counts().index,\n",
    "        textprops = {'fontsize':18},\n",
    "        explode = [0.1,0,0],\n",
    "        autopct = '%0.2f%%')\n",
    "plt.title(\n",
    "    label = '    男子1000米分数分布    ',\n",
    "    backgroundcolor = '#c5b783',\n",
    "    color = 'white',\n",
    "    fontsize = 32\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '     男子引体向上分数分布    ')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = pd.cut(male_score['男引体分数'],bins =3)\n",
    "plt.figure(figsize=(12,9))\n",
    "plt.pie(a.value_counts(),\n",
    "        labels = a.value_counts().index,\n",
    "        textprops = {'fontsize':18},\n",
    "        autopct = '%0.2f%%'\n",
    "       )\n",
    "plt.title(\n",
    "    label = '     男子引体向上分数分布    ',\n",
    "    fontsize = 32,\n",
    "    backgroundcolor = '#c5b783',\n",
    "    color = 'white'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  对女800米跑、女跳远进行直方图绘制统计各分数段人数，分成4份"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = pd.cut(female_score['女800米跑分数'],bins = [0,60,75,90,100],labels=['不及格','及格','良好','优秀'])\n",
    "plt.hist(female_score['女800米跑分数'],bins = 4)\n",
    "b = pd.cut(female_score['女跳远分数'],bins = [0,60,75,90,100],labels=['不及格','及格','良好','优秀'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '   女生800米跑直方图    ')"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsUAAAIxCAYAAAClyMUXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAAIABJREFUeJzs3Xd03NWd///XnaLepZFsyb13Y6xgwA4lGILTk7MpsAmbLwlkIYfsLiQhEB8Cv2S/yY8ENptvIODvQjZlU8CkQgBDwKEHbAMuuMq2LBf1bnXN/f4xo0FjlRlZzfJ9Ps7RYXTnfj6fK3mMX3Pnft7XWGsFAAAAuMwz3gMAAAAAxhuhGAAAAM7zjfcAgMG88tR3yiUVjPc4AABnnIoLr1w/abwHgbMHM8U40xGIAQD94d8HjChCMQAAAJxHKAaAUeb1JSoxOVOJyZny+hLHeTRG0+e9T0kp2eM8jrGTkT1NqelMKgIYHGuKgTNYYlKmciYtUE35bnW0NY7bOCZNK1bhzPMlSYfeeVp1VfvHbSwTUd7kxZq9+AOSpNK9z+nYoVfGbSxpmYUqmnWhimZdqMqjb+vAzj+P+jUnz1il1PQCdXW0qKnhmGrKd4/6NSVJxmjOkg8pv2i5mhtOaPurD0uiDCmA/hGKgTNYevYUzVxwuWbMX6vGuiPavfU3CnZ3jvh1UjMm6WRj+YDPG49XSclZkiRrgyN+/bOBz5+krs62fp9rPVkbedzd3THgOXInLVJT/dG43gBlZE9TZu6MQft0draqvPSNqLasvFmSQn+ORw++HPM6IyE1PV/5RcskSQd2PD4m15QkWRuZmU/LnKzJ04t14pTfx+k696Ivj/psezDYrdc2fXdUrwHgXYRi4AyWllkoSTLGqKmubFQCsc+fouUXflEtzdWqPPqWKo6+pe6u6HDX+7o22D3iY5jIfP4kTZ+/Vjn5c/XWSxvU2XGyT5+uztbI4+AAvz9/YprmLP2wJKm89A0dPfhKnz+H3tKzp2rqnIsGHVtLc1WfUJwdmCNJqq3cr7aW2v4Oi0tCYrqCwW7ZYFfovza+10VDzaHBOxgjj/HK4/XJGG+/v8+hOLznGWXlzZbX69fUORep6vjOqD+P0xXs7hr2OWLh7xowtgjFwBksI2e6pFCQOlH6+uhcI3uqJCklLU+Tp79HFUff7NMnGHw3AFg+fo4yY8H7lV+0VJI0Z8mHtHvbb/v0CfaeHR5gpn3KrDXyev2SpLzJS3TiyJZBQ3FPYGprrVfVse1Rz6WkFyi3YH6fN1FJKTlKzyqSJFUeezvGTza44kv/5bSOW3nJTXH3bWut17a//fi0rtOjvbVBFUe2qnDm+fL5kzVt7sU6+M5Twzqn9O7ficpjb+vAjoGXoOQWLFBTw/EhLX+aOuciTZ1zUdTfOwCjj1AMnKF8/hSlpudLkuoq96uzo2VUrtMTiiWp7MCL6u5qH5XrnMoYjyZNW6ncSYuUkpYnjzdBnR0n1dHWqPrqgzpR+kbMGT2vN0GFMy9QbsECJaZkKdjdqcbaIyoreUEtTZUxxzDc4yWpdN9flR2YI39CsrLz56pg6rmqKNsW1af3kpP+3lQkJGWoYOo5kkJvgPa8+WjMEBUMz8y2tzao7MALUc8FipaFQvEpM42BwqWRxwvP/VQcP520983HVFMxRmuAR8mxQ6+qYNpK1VeXqPzIttgHxCGemfHktDzNO+cTkqSaij3a99bvhnYNZoqBMUUoBs5QuZMWyJhQgZiq49tj9D59mXkzJUmdHS2qOr5j1K7Tm9eXpEXFV0VmLXskJmUoMSlD6VlTNHn6e7T3zcfUUHu433MkJGVoyXmfi1rX6fX6lTtpgbLz52rf279XbcWeAccw3ON7dLY369DupzVv+cckSdPnvU+1FXuG9CZm1qIr5fGE/ndcduAFnWw8EfOYuAKTjQ7ggcIlcY+pR9cAs9VbNv/o3aUTwe5BZzWXX3idUjMKVFO+R3vf2jjo9YzxyBiPPF5/5PV/Kn9CqoLBLgW7u8JvOAb/9KKz46TefnmD2lrqBu3XZxwen7xef79LOKyN/YnJzAVXyBiPurs7VV66Je5rR67BpzLAmCIUA2eo3IIFkqTOjlbVVR0YlWukZkyKlKqqOr4j7nWhwzVv+ceUnlUUCgtHtqip7qis7VZCYrqyArOVE5gnnz9ZC1Z+Wm++cL862puijvf6ErWo+OpIoG2oLVVF2ZuywW4VTD1XWXkzNW/Zx7T9tYf7nfEd7vGnqj6xU4HCpcoOzJbPn6Rp896nkp3x3VCWX3SOcvLnSZKaG07EXZkinlDcO1RlB+YqKSVbNhjUmy/9JGZAvPDK9ZI04Dr2oSwHSEzOlCS1tcYOpdYGZW1w0JC99IL/Fbnxcyy88tR3+jbGCMX5RcsjNzV6vX4tWXXNgH1bT9bozRcfUJ9wTyYGxhShGDgD+fzJkfXENRW7R63iQ8GUcyKPg8EuBcIVAk6VkfXuEousvFmRkNObkQnNrnl98nr8qj6xS+1tDX36pWUWRm72Ktn5hKpP7Ix6vuLom8rJn68F535SXq9fk2ecp9K9f43qM2X2GqWk5UlSn7JiNRV7tLD4M8rOm61Zi9Zp599/1mcMwz2+P6X7nlNW3iwZY5RftFwVZdvU3HB80GMSkzM1Y+HlkkLLJg7sfDxm2IoYYBZ1IEUzL5AkVZe/EzMQG4838ni461q9vkT5/EmSpPZxLCs40gabxU1OzdWMBZfHfa7De55VfwnYikovwFgiFAPjIDk1Tz5/cujjZxuUbDD8cWzoH8bs/HnyhINJc/1xJafmDvkaoY9/vbLWqqWpos/zHo9PeZMXR76fMmt1XOeNt19Tw7F+Q3HPkonuro4+gbhHbeVedXaclD8hVSlpgajn/AmpmjztPZKk9tZGHXznyVOOtird+1dl581WRvZUpWVMVnOv5QjDPX4gLU0Vqil/R9mBuTp26BW1nqyJeYxk1FR7RNn5c3X80Gv9/jkNxOOJHYp7lh9k5c1SRs60UBm2khfjOO7dUBzPjHR61hQtPf/zMfvNWvh+zVr4/kH7lO57XsdilIrbv/2PkrWh8nbW9nnTuPg9n1VCUrpqyvfoyP7nY46rLxNewuEb8mYrXl+SFpz76cgbgX1v/17VJ3ZF9fEnpGr56uuUkJim6hPvUPcbOEMQioFxUDTrAuUXLY+r75ylHxrWtRpqS7Xr9V/0aS+Yeq58/mRJUkdbU+TGrf54vQnyJ6SE+rY39zt7aIxHHo9PHo8vNNM4wIynCa+dlTGhr376GeOR1xcKFafW/s0pmC+PN3SO8rKt/Y6lpalSjbVHlJEzTTmTFkSF2uEeP5jSvc+pdN/zam+tj6t/e2u9dm/7rTJzZ6qx9khcx/SI/B4H62NC4a5n1rLq+M64wnrvwD1QCbneursGrr08VPGUHWyqKxv0+Z5Z3K7O1jjfnIwMnz9ZC1d+RsmpObI2KGM8mrX4A2prqVdzw7FIv7nLPqaExDS1tdSrZNdfxmx8AAZHKAbGgbVWXV3tCnZ1hNZQ9vro1BiPEpMyJEndXe3qjFGBwe9PkdeXIOndcGsUCpwej6/fmT6P16+iWRdKCt1gt+2F+wb9mDxQtExzl35EUmjmq7G2dGg/cC+tzdWSQuss8wuXq/LYW336FExdEZkpP/VGu57azZJUV7lvwOs01pUpI2ea0jOjb+Yb7vGD6W9mPB4xa/f2wxOezc3MmR5Z/9unj9cfXioSkA0GlZKWN2BfSdr+6k/V3HAs6ga3eJbuBO27r52dr//itF4fkTXMI1CGzMhIiq9CxEjxJ6Rq8XmfVUpaQMFgt/a99TvlFCxQftFSLXrP1dr75kY11B7W3GUfU1beTHV2tGr31t8MWnYPwNgiFAPjoGTn4wPeiJU3eUmkkkHJrr/0+ej1VEtW/ZMysqfK2qDeenlDXBsTTJm1RgmJaZKk8iP9z5aOlvrqErW11CkpJVszF71f/oQUVZfvVmd7kxKSMxSYvFRFs0LrX1uaKlV9PHqJRc/Ncd1d7WpprhrwOiebyqP6j9TxCUkZSkhMU7C7U8FgV9Syl4EkJGZEHvv9Kf2uye7NGK88Hq+MxyuPx6e2lro+FRC6uzvU1mtGuufNUVdnW6RiRHdXh9KzpkiSKo9vlzFGaZmFUX0kRW5ai5TjG2IotsGRW/s6EuvnPeF6z/HMco+Uzo4WVR/fpalzL9KBHX9WbeVe1VUfUEJimrLyZmrRyqt0srlSaRmT1NXVrt1bf63Wk9VjNj4AsRGKgTNMz3a4HW1NqikfvD6sMR6lZkySJDU3HI8rEKekF6hw5vmSQqGp/MjQS0UNh7VB7Xrjl5q3/ONKz5qi6fPfp+nz39enX111iQ5s/1OfwN6zjKP31sn96SmJlpCULmM8kbA13OMLppwTcye5wcxYsFYzFqwd0jH7d/ypzwYd5Ue2RP3ZzVn6YeUXLdeJ0tf71C2eufAKHT/8uqbOea8k9enTM0vbM7MaNVM81rVy473RcBA9y2PGduxWRw++pJqK3ZElGzbYrb1vPqpz3vvPSkzKUFr47+rBXX+JeRMmgLFHKAbOIAmJ6crMnSEptN411qxZWmZhZBe0eMu25RctVXdnmzyJqTpe+vqwt9E9He2tDao6sUtpmYX91qJtb21U5dG3+x1bTz3fzs7B6wD3vEEwxiN/YlqkhNhwj5+IDu3eFFe/ntdbz/KD3m0xjow8WnLe54Y0tr5nGl4o7lnXLkleX8Jp3aTa2dFy2ltB9wRiY7zKm7xIU2a/N7Icqmed8dylH1VO/jxVlL05YB1uAGOPUAycQQJFS2WMR8Hurj67ovUnd9KCyONYs8o9Du95Vof3PKusvFlqqj8W+4BRMHvJh6LKwZ0qMTlD88/5hBpri7V722/73WUv2D34ko/es4Reb8KIHV9x9C3VlO9WZ2erurvaQzPZ/cxuJiZnasV7b5TH41VNxV7lFsyXFApc/oQUNTec0PbXHu73WK8vUV5vgry+BHm9CWNfyuzdTBzXJhW9DXQjZiwjVXfYF/4kQJImTSvWpGnFQz5Hya6/xPX371TGeEM3Z+bPVd7kxfInpEqS2lrqdGj302prqdOMhVcoO2+28iYvVt7kxepoa1J9zSE11paqpbkq7p0UAYw8QjFwhjAeb6RUWHX5O3HtiJYT3uCjqf7YkO+yr68+GHmcHZir5NTcd3cJO6U+6mB1ikM39Xnk8Xjl8fpVX10y6D/suZMWRgXihprDqqncq7aTtUpMzlSgcGlk6+mMnGmaseDyqPXXPetEY1UpCPZa59rzcfpIHN/R1qh4ai0UzjhfHo9XwWC3jh18ORKKjx96VUWzVistc7KmzFrTb4m07q720BuBQXbcPv+K2+TxeOMqYTZ0vWeKh7YE4XRvxBzsBsChSEhMH/Y52luHfsPkrMUfUH7R8sgNolJoCdSxQ6+oraVenR0taj1Zo91bfq307KmaMmu1svJmKyEpXflFy5RftEydHS3hTTwAjAdCMXCGKCg6RwlJoX/QT5S+HrN/Vt6syOzacLeBzp20IO4ScbHqFO/vODloKJ48/bzI44PvPNVnTXNF2TZNmv6eSD3bQOESle59Tl3h5Q7B7lAkNTHq9PYuK+bx+COPh3t8PJJSc1QwdYWk0GYgvZeBdHScVNmBv2nmwvdr6pz3qqn+mBpqDg50qgEFuztDofuUcJ+Slq9A0bLIVsldHS0xb9Y8lTFDXT5x5kjNKIg8fmfLr1VfXRLXcZOmFWvWoislhcLsUB0reVn5hctkbVCNdWWqKHtTNeW7ZYzRivfeoMTkTDU3HFd52TZVn9il3Vt/o8TkLBVMOUe5kxYpOTVHpXv/GnmdAxh7hGLgTGCMCsMVF4LBbmUH5qijrWnQ9b49s8qdHa2qPDa8UGytVXd3Z6+KCtFBaLA6xZGd7MIzxYMtCTXGEylxVluxd8Cb/MpL31BaxmTlFy2Tx+NTSnq+GsNrL3tm0GN93N5Tgzn087378wz3+HjMWrguVA7PWh0r6TuLe6L0DeUULFRmzjTNP+cT2vX6L3RyCBt3SOGZbn+Suk8JxbmTFkQtq2moLR1CKA69Eej9JmCoN6sNd03xcPVsWy5p0Ooip/KHq7FIOq119u1tDXpn62/U2lwVdXxK+mR1dbUpUZlKyyzUnMxCzVhwuWpOvKOyAy/oyP7NOrJ/s1LSAkMaL4CRRygGzgBJKdkKdoXCjcfj1bS5l2jK7PeqtmKPyo9sVWNd9MYOKWn5ygpvlVxRtjWuDQ8GM1iJOGnk6hT7ElIiM7T1MWZH66r2RypxJCSmRtp7PtpOjBFqe3+M3jM7PBLHx1I060Jl5c2UJFWf2KmW5sp+S7Ad2PEnLb/wC/L5k7XoPVdr99bfDqkiQc9mK6cubzjZWK6W5moZY+Tx+tXWT5WNqXMu6reChscb+ug/MTl0Y9jplDQb7zXFGdnTJIW2lB7KzZEJ4fW/1gbjWrrUn8Z+bpo72XhCb7/8f5WRPU2FM1YpO3+efL5EZQVm69DupyP9CMTA+CMUA2eAtpO1euvlB5WWWaT8KcsVmLxEXl9C5GaclqYqlZdtVdWx7eru7tD0+e+TMUZdnW06fjj2UoszRfTNbWbAfpKibkDrvatdc0Nodzl/QooSkzIH3DAjPXtK5HHvNaLDPX4wuQULNG3OJZExH9771wH7trfWa9/bf9DClZ8Ob/zwOR165ylVHns7rmsNpLZyX5+SbPFKyyhUcmqeCmesknR6O9WN55ritIzJSkkPbQs+1B0C/eE3Xh3tzYpVdzpeU+dcrKb6o2qoOazGuiNqrDuipNQcFc28UC1NFWNaHxxAbIRi4AzS3HBMzQ3HVLrnWQWKlmrStGKlpAWUkh7QrEVXavq896m+ukTZ4VnioyUvTqg1iN1dbersaJU/IVlJKYPPDPbeea73LFpD7bu7v+UUzB9w/XVGznRJUltrvbp7zfQO9/iB5E1erDlLPxKZCS/Z+YQ625sHPaa+ukQlO/+i2Us+KK/XrzlLP6zcggU6vPfZUd2euOzAC/0G58zcmVr8nn+MfD/RNpfIn/Luuvjayr1DOrZnM5vTWU/cn/SsKZG60N1d7aqrOqCaij2qqzow6KcyAMYPoRg4A3V3d6j8yFaVH9mqrLzZKpp5gTJzZ8jrS1DupIWSQh9tN9YdHeeRDl1D7SHlTVqk7MA8le59rt/1uj5/ivIKl0gKbbfc+2Pw9tYGNdUfVXrWFE2ecZ4qyrb1mXFLyyyKbJTQUHM46rnhHn8qE17uUjTzgkjb0ZKXVVMRX4m8ymNvydpuzV7yQXk8PmXnz1VW3mzVVOzWidI31FQ/dn/GDTWH1HqyVv6EFNVXl+jIgb8N+RzjtaY4MTlL+UWhqiadHS2qHWQL7/70lE8bqXrUPn+yGuvKlJ5VJK8vMfKpT3dXh2or96nq+PaoCjAAxh+hGDjD1VeXqL66RAVTVmj2kg9G2j0er5Zd8L9UV7lfZQdfUvM41RweqmMHX1FO/jwlp+Zo7rKPqXTvX6OWMGRkT9P0+ZcpMSlDwWC3Du95ps85TpRuUXrWFCUlZ2nW4g/qwI4/Rp7z+ZM0p9fvqfJo3+UIwz2+R07BAk2fd2nUBhHHDr2qI/ufj+M38a6q4zvU2lKrecs+rqSULBmPJxKi2lrqdGT/31R9YmfsEw2g9458sex645fh2dKRWUIwVmYsWBspnXf80KtDvkGwZ/lEe5wzxf1tOtNbXdV+1VXtlz8hRTkFCyKlBr2+BAUKlyhQuEQ7X//FoEtNYl0DwMgiFAMTQE7BAk2bF9oK2dqgasr3KDt/rrxev7Lz5yo7f67qqkpUduAFNTec2eH4ZGO59r39e81d+hHlTV6k3EkL1NHerO6uDiUmpcvrS5QUmgkfaDvc6hM7NXl6sdKzpii/aKlS0vJUdWKnvN4EFUxdEdlBrLZir5rqy0b0eI/Xr8IZqxQoXBoVhoPBLh185ylVHn3rtH4vzfXH9NbLGzRj/vtUMPXcSCDyJ6Sqqa7vzzAYrzdBWXmzlBWYo+y82Tqw8/G4S5NFzZQaM+Rtl2MFvYEMZ01x3uTFyg3X7G5rrdfxOEoa9ubzJ0V2wYt3pjjewNrZ0aKKsm2qKNumpJRsFUw9V/lFy9RYVxbz90QoBsYWoRg4g6VnTdWUOWuUnTdbUujGpwM7H1dN+TvyJ6SqcOb5mjR1pby+BGUHZis7MFt1VQd0ZN/zg5b48vqSZIwJlWCz3UMOPrGESrT55PX61d3d0ac6Rm3FXm2r/4kmTV2prLyZSkrJkT8lVcFgl1qaq9VYW6oTpW8MuqZ1z7ZHtHDlZ5SWWai0zMlKy5wc9fzJxgrt3/HnET8+2N2ppJTcqEDcVH9MJTsfH3YFgWB3R6h2c9k2zZi/Vll5s3S89PUBbwbszYRDXcHUc1U0a3XUJhK9Nx+Jl8fj0zlrvqQTpW+ENpOJsT56vKSkF2j24tDMvrVBHdz1lyHPEqf0KuPW0T4yM8X9aWupU+nev+rIvs2h8oWjcA0Ap49QDJxh/Ilpypu0UIHCpVE3mzXUlurgrr9EbsDq7Dip0r1/1fFDr2nK7PeqYOoKeTxeZQfmhNaklr+j0n3Pq721vs81Zi68PO7NOk411DWj+3f8SVX91FHubG9W2YG/qew01q1KoRm4Ha/9TIUzVmny9PdENj7p6mxTxdE3VXbghUFL1Q3n+IO7ngivFU3Q0ZIXVX5kmwZfbmB6PYpRdUNSS1Ol3tnyK6VlFamro7XP8z5/sjwmFHoLp5+n6XMvjYw/ITFNwe4u1VWXqK5yv+qqDvTzGog9Bn9CqpJSsjVz4RVKSQuoZNcTofbENCWn5Ki7u1M22C1rg5Gb1CQpMSkj6g3DUCUkpik5NTf0xsp45PEmqKO9qd/XcWJylhae+yl5faFtuI/s3zzkdboer1/T5l4S+b6tpe91+tNzQ2V+0fLT/rsU8xqEYmBMEYqBcWSMR0mpOUrLKFR6VpEycqYrJS0vqs/JxnKVlbyo2or+76bv7DipQ7uf0onSv2vmgiuUnT9XxhjlTV6s7Px5euulB/sNFGcDa7t17NArOnboFSWlZMsYj9pa6uJeP3u6xweDXdr75qNqa62Pq0Z073AzlKDT3zrx+Sv+QTn58yLnSQ3fENje2qi66gOqqzqghppD/Y7Lhreu7ilbNpi8yYsij2ur9kceZ+XNitSs7s/cZR+Nee7BTJ/3Pk0PLxXq0V+1jJS0fC0s/kxkqUvF0bd07OArg547MSkzcgOn15egxOQsZeXOjGxM09nRopON5XGNcywCK6EYGFuEYmCcFEw9VzMXvj/qY+4ewWCXaiv3qaLsTTXUHOrn6L7aWuq0e9tvlVMwX7MWXqmEpHSVl77RbyAu3ftcaCY02K1gd5dssEt2hG6sMsYjIyOP1xfeZrjvTOdoaGupG9Pjh7JUovfyhdNZyhB13aZK5RYskLVWTfVHVVuxV/XVJXGNp6G2VAVTVyi3YIGKL/mXyAYgpzp1B8P6qgPvPmlD671tsCv0+ulnB8ThMjKhHRI9Pnm8oZ0Be8ufskIzF1wemSGuOPpWXGXO2tsalV+0rN+Z7GCwWwffearPZigDjjEcWGvKd+vw3mfjOiZek6efp8IZq2JuRQ5gZBGKgXFSUbZN6VlTlV+0VFKoVFhDbanqwx97x1Mbtz+1FXvVWHtE0+dfprKSF/vtczrb2MbLKhQqTnf8ZyOvNyHy2NPr8ekoP7JF3V0dqi5/Z8jlw6pP7FRyao7yi85RQlLaoDOR1lq1NFXo0O5NUaG36vh2VR0f3rbiw2aDkTEdP/z3fiuUDHCg6qr2R0Jxd3enWpoq1FBzWJXH3h7SG6Oe3113d0fcm7vEq7urPeoaAMaGOfUdOHAmeeWp75zVL1B/QopS0gvU0lQ5qkEVONukpAWUnj1VFWXbhnRcUkq2EpOz1d5aN+xPFzD+LrxyfewF8kCcmCkGxlFnR0vcyyMAvKulueq0qn20tRCGAfSPz2YAAADgPEIxAAAAnEcoBgAAgPMIxTjTDbwtGwDAZfz7gBFF9QkAAAA4j5liAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA88Zlm+e8vDw7Y8aM8bg0AAAAHLJ169Zqa20gVr9xCcUzZszQli1bxuPSAAAAcIgxpjSefiyfAAAAgPMIxQCACaOjo0MlJSVqaGgY76EAOMsQigEAE8Ldd9+t3NxczZkzR3l5efrCF76g9vb2fvtu2LBBxpg+7Q888IDmzJkjv9+vQCCgO++8U+zsCkAiFAMAJoBHH31Ut99+u77zne/o7bff1l133aWf/vSn+o//+I8+fcvLy3Xrrbf2aX/44Yd1ww03aNmyZbrvvvt00UUX6a677tIPfvCDsfgRAJzhzHi8Qy4uLrbcaAcAiNeiRYt05ZVX6t577420rV27Vm1tbXrppZei+n7yk5/UY489JmttZBa4o6ND06dP12c+85lIkLbWauXKlWppadGePXvG7ocBMKaMMVuttcWx+jFTDAA4o3V3d+uee+7R1772taj2hIQEeTzR/4z9+c9/1mOPPaZrr702qr2pqUlf+cpX9K1vfSvSZozRokWLVFVVNXqDBzBhEIoBAGc0r9erdevWafLkyZG2nTt36rnnntMVV1wRaWtqatKNN96oG264QWvWrIk6R25urm677TZlZWVFtW/btk2LFy8e3R8AwIQQVyg2xuQYYy43xuSN9oAAABjIrl279MUvflGrVq3SZZddFjV7fPvtt8sYo+9973txnevJJ5/U7t27dc0114zWcAFMIDFDsTEmW9Ljks6T9LwxJmCMOWKM2Rz+Whrud5cx5g1jzH2jPGYAgKPq6uq0fft2tbS0yOfzqbOzU5L02muv6f7779eDDz6o9PT0mOdpb2/XLbfconnz5unzn//8KI8awEQQz0zxMkk3W2v/XdLTkq6V9Gtr7SXhrx3GmJWS1igUnCuNMWtHb8gAAFetWbNGr7/+ujZv3qxnnnlGt9xyizo7O3Xdddfp6quv1rp16+I6z/r167Vv3z49/PDD8vnGZXNXAGeYmP8nsNb+TZKMMRcpFHo3Svoht/LeAAAgAElEQVSQMeZSSTskfUnSxZIes9ZaY8zTktZJerb3eYwx10u6XpKmTZs2kj8DAMAxF198sa666ipt3LhR06dPV1lZmTZu3Kjq6mpJUnNzsySpurpafr9fmZmZkWOffvpp3XPPPbrjjju0evXqcRk/gDNPvGuKjaRPS6qT9Kaktdba8yT5JX1AUqqkY+HutZIKTj2HtXaDtbbYWlscCARGYuwAAAdUV1fr1ltvVWVlZVR7Tk6Ourq6tGnTJjU0NGjBggUKBAIKBAK66aabJEmBQEAf/ehHI8eUlJTo6quv1tq1a3XHHXeM6c8B4MwW12dGNlTo8cvGmG9LKrTWvhh+aoukuZKaJSWH29JEVQsAwAjJyMjQAw88oPb2dv3whz+UFCrT9uSTT2rVqlX67ne/q7q6uqhjNm3apO9///t65plnlJ2dLSkUrtetW6f09HT96le/6lPODYDbYoZiY8ytkk5Ya38uKUvSA8aYPZJ2SvqYpP8tqUPSpyT9RtJySYdHa8AAALckJCRo/fr1+vrXv67q6mqtXr1af/jDH7Rv3z49+OCDWrlyZZ9jjh49Kim0wUePm266Sfv379fNN9+sp556Kqr/xz/+caWmpo7uDwLgjBbPTPEGSY8YY76oUBC+SNL/SDKS/mStfdYY45H0XWPMf0q6MvwFAMCI+OpXv6rk5GT96Ec/0h//+EetWLFCzz333JDWBD/xxBOSFLUrXo9Dhw4RigHHjdg2z8aYZEkflLTNWntwsL5s8wwAAICxEO82zyNWh8Za26pQZQoAAABgQuEuAwAAADiPUAwAAADnEYoBAADgPEIxAAAAnMeG7wAwQcz4xhPjPQScxQ5/74PjPQRgXDFTDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcF5codgYk2OMudwYkzfaAwIAAADGWsxQbIzJlvS4pPMkPW+MCRhjHjLGvGqMWd+rX582AAAAYCKIZ6Z4maSbrbX/LulpSe+T5LXWXiBpljFmrjHmE6e2jd6QAQAAgJHli9XBWvs3STLGXKTQbHGOpEfCT2+StEbSin7a9vc+jzHmeknXS9K0adNGYOgAAADAyIh3TbGR9GlJdZKspGPhp2olFUhK7actirV2g7W22FpbHAgEhjtuAAAAYMTEFYptyJclbZd0oaTk8FNp4XM099MGAAAATAjx3Gh3qzHmmvC3WZK+p9DyCElaLumwpK39tAEAAAATQsw1xZI2SHrEGPNFSTsl/UHSC8aYQknrJJ2v0JKKF09pAwAAACaEeG60q5N0ee82Y8wl4ba7rbUNA7UBAAAAE0E8M8V9hIPyI7HaAAAAgImAG+IAAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA82KGYmNMpjHmSWPMJmPM740xCcaYI8aYzeGvpeF+dxlj3jDG3Df6wwYAAABGTjwzxf8o6V5r7RWSyiV9Q9KvrbWXhL92GGNWSloj6TxJlcaYtaM3ZAAAAGBkxQzF1tr7rbXPhL8NSOqS9CFjzOvGmIeMMT5JF0t6zFprJT0t6b2jNmIAAABghMW9ptgYc4GkbEnPSFprrT1Pkl/SBySlSjoW7lorqaCf4683xmwxxmypqqoa9sABAACAkRJXKDbG5Ej6P5KulbTdWnsi/NQWSXMlNUtKDrel9Xdea+0Ga22xtbY4EAgMe+AAAADASInnRrsESY9Kus1aWyrpF8aY5cYYr6SPSXpb0laF1hRL0nJJh0dnuAAAAMDIi2em+AuSzpX0TWPMZkm7JP1C0luSXrXWPivpJUkrjDH/qfCNeKMzXAAAAGDk+WJ1sNb+RNJPTmm+65Q+wXDFiQ9K+k9r7aGRGyIAAAAwumKG4nhZa1slbRyp8wEAAABjhR3tAAAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHBezFBsjMk0xjxpjNlkjPm9MSbBGPOQMeZVY8z6Xv36tAEAAAATQTwzxf8o6V5r7RWSyiV9RpLXWnuBpFnGmLnGmE+c2jZ6QwYAAABGli9WB2vt/b2+DUj6rKQfhr/fJGmNpBWSHjmlbX/v8xhjrpd0vSRNmzZtWIMGAAAARlLca4qNMRdIypZUJulYuLlWUoGk1H7aolhrN1hri621xYFAYFiDBgAAAEZSXKHYGJMj6f9IulZSs6Tk8FNp4XP01wYAAABMCPHcaJcg6VFJt1lrSyVtVWh5hCQtl3R4gDYAAABgQoi5pljSFySdK+mbxphvSvqppM8ZYwolrZN0viQr6cVT2gAAAIAJIZ4b7X4i6Se924wxf5J0uaS7rbUN4bZLTm0DAAAAJoJ4Zor7sNbW6d1qEwO2AQAAABMBN8QBAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGMGKqqqo0depUbd68edB+t99+u2bMmBHVFgwG9e1vf1tTp06V3+/XlClT9JOf/GT0BgsAQC+EYgAjorW1VZ/61Kd09OjRQfvt2LFDP/jBD/q033nnnbrzzju1du1a3X///Zo7d65uvPFGPfroo6M1ZAAAIgjFAIatpqZGl112mfbt2zdov2AwqOuuu05dXV1R7VVVVbr77rt177336qc//amuu+46PfnkkyooKNBDDz00mkMHAEASoRjACPjlL38pn8+nP/3pT4P2+/GPf6zt27fr6quvjmo/efKkvvWtb+nLX/5ypC0pKUlz5sxRVVXVqIwZAIDeCMUAhu0jH/mInn/+eeXm5g7Yp6ysTOvXr9ddd92lOXPmRD03Y8YM3XbbbfL5fJG2zs5O7dixQ4sXLx61cQMA0INQDGDYZs6cKa/XO2ifG2+8UfPnz9fNN98c1zn/67/+S42NjbrmmmtGYogAAAwqrlBsjCkwxrwYflxkjDlqjNkc/gqE2x8yxrxqjFk/mgMGMPE88sgjevrpp/XQQw/FDM+SVF1drTvvvFOXXnqp1q5dOwYjBAC4LmYoNsZkS/qZpNRw0ypJ/26tvST8VWWM+YQkr7X2AkmzjDFzR2/IACaS+vp6/cu//ItuvfVWLVu2LK5jbrjhBp08eVIbNmwY5dEBABASz0xxt6RPS2oMf3++pC8aY7YZY/53uO0SSY+EH2+StObUkxhjrjfGbDHGbOHGGcAdX//615WUlKR//ud/VnV1taqrq9XS0qJgMKjq6mo1NzdH9d+wYYM2btyoH//4x33WHgMAMFp8sTpYaxslyRjT0/SkpG9LapH0rDFmmUKzyMfCz9dKOref82yQtEGSiouL7XAHDmBi2LRpk0pLSzVlypQ+zwUCAf3TP/2T/vu//1uS9Pe//11f+cpXdO211+rzn//82A4UAOC0mKG4H69Ya9slyRjzpqS5kpolJYefTxM38AEI+5//+R+1trZGtf385z/Xpk2b9Mtf/lKFhYWSpAMHDujDH/6wlixZovvuu288hgoAcNjphOKnjTFXSWqQdIWkBxWaKV4j6TVJyyXtHbERApjQVq9e3aftpZdeUlJSUtRNdJ/73OdUVVWlf/u3f9PGjRuj+n/2s58d9XECANx2OqH4LknPS+qQ9IC1dq8x5oSkF40xhZLWKbTuGADiUlNTo9dee02SdPvtt/d5nlAMABhtxtqRWd4brlJxuaQXrLXlg/UtLi62W7ZsGZHrAoArZnzjifEeAs5ih7/3wfEeAjAqjDFbrbXFsfqdzkxxv6y1dXq3AgUAAAAwYXBDHAAAAJxHKAYAAIDzCMUAAABwHqEYAAAAzhuxG+0AUB0AAICJipliAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcF5codgYU2CMeTH82G+M+bMx5mVjzLUDtQEAAAATRcxQbIzJlvQzSanhppskbbXWrpb0D8aY9AHaAAAAgAkhnpnibkmfltQY/v4SSY+EH78gqXiAtijGmOuNMVuMMVuqqqqGMWQAAABgZMUMxdbaRmttQ6+mVEnHwo9rJRUM0HbqeTZYa4uttcWBQGB4owYAAABG0OncaNcsKTn8OC18jv7aAAAAgAnhdMLrVklrwo+XSzo8QBsAAAAwIfhO45ifSfqLMea9khZJ+rtCSydObQMAAAAmhLhniq21l4T/WyrpckkvS1prre3ur20UxgoAAACMitOZKZa19rjerTYxYBsAAAAwEXBDHAAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAgLANGzbIGBPV9sADD2jOnDny+/0KBAK68847Za0dpxFitBCKAQAAJJWXl+vWW2+Nanv44Yd1ww03aNmyZbrvvvt00UUX6a677tIPfvCDcRolRguhGAAAQNJNN92khoaGyPcdHR365je/qX/913/V7373O11//fXauHGjVqxYoYceemgcR4rRQCgGAADO+/Of/6zHHntM1157baStqalJX/nKV/Stb30r0maM0aJFi1RVVTUew8QoIhQDAACnNTU16cYbb9QNN9ygNWvWRNpzc3N12223KSsrK6r/tm3btHjx4rEeJkYZoRgAADjt9ttvlzFG3/ve92L2ffLJJ7V7925dc801YzAyjCXfUA8wxvgkHQx/SdJNkv5B0gckvW6t/fLIDQ8AAGD0vPbaa7r//vv1+OOPKz09fdC+7e3tuuWWWzRv3jx9/vOfH5sBYsyczkzxMkm/ttZeYq29RFKCpDWSzpNUaYxZO4LjAwAAGBWdnZ267rrrdPXVV2vdunUx+69fv1779u3Tww8/LJ9vyPOKOMOdzp/o+ZI+ZIy5VNIOSXslPWattcaYpyWtk/TsqQcZY66XdL0kTZs27fRHDAAAMAK+//3vq6ysTBs3blR1dbUkqbm5WZJUXV0tv9+vzMxMSdLTTz+te+65R3fccYdWr149bmPG6DmdUPyGpLXW2hPGmJ9LSlYoGEtSraSC/g6y1m6QtEGSiouLqXgNAADG1aZNm9TQ0KAFCxb0eS4QCOjiiy/W5s2bVVJSoquvvlpr167VHXfcMQ4jxVg4nVC83VrbHn68RZJfoWAsSWni5r0zWkdHh8rKypSXlxd59wsAgIvuuece1dXVRbVt2rRJ3//+9/XMM88oOztb1dXVWrdundLT0/WrX/1KHg8x52x1OqH4F8aYf5e0U9LHJG1WaE3xbyQtl3R4pAaHkXX33Xfr29/+tpqbm+Xz+XTNNdfo/vvvV2JiYp++GzZs0Je+9CW2sQQAnLVWrlzZp+3o0aOSpLVrQ7dIXXXVVdq/f79uvvlmPfXUU1F9P/7xjys1NXX0B4oxcTqh+P+T9CtJRtKfJH1H0ovGmP+UdGX4C2eYRx99VLfffrvuueceXXrppXr88ce1fv16zZ07V9/4xjei+va3zSUAAC564oknJEn33ntvn+cOHTpEKD6LmJGYCTTGJEv6oKRt1tqDsfoXFxfbLVu2DPu6iN+iRYt05ZVXRv2lXrt2rdra2vTSSy9F9f3kJz+pxx57TNZaZoqHaMY3nhjvIQDAaTn8vQ+O9xCAUWGM2WqtLY7Vb0QWxlhrW621G+MJxBh73d3duueee/S1r30tqj0hIaHP2qj+trkEAAA427Fa3AFer1fr1q3T5MmTI207d+7Uc889pyuuuCLSNtA2lwAAAGc7QrFjdu3apS9+8YtatWqVLrvssqjZ46FscwkAAHA2YTsWx9TV1Wn79u1qaWmRz+dTZ2enEhMTh7TNJQAAwNmGmWLHrFmzRq+//ro2b96sZ555RrfccsuQt7kEAAA42zBT7KiLL75YV111lTZu3Kjp06fHvc0lAODsRPUcjKaJUN2EmWIHVFdX69Zbb1VlZWVUe05Ojrq6uqK2uQwEAgoEArrpppskhba5/OhHPzoewwYAABgzzBQ7ICMjQw888IDa29v1wx/+UFKoTNuTTz6pVatW6bvf/W7MbS4BAADOZoRiByQkJGj9+vX6+te/rurqaq1evVp/+MMftG/fPj344INxbXMJAABwNiMUO+KrX/2qkpOT9aMf/Uh//OMftWLFCj333HNavXr1eA8NAABg3I3INs9DxTbPOFtxowoAAH2N5412Y7rNMwAAADCREYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHCecyXZqA4AAACAUzFTDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnDeiodgY85Ax5lVjzPqRPC8AAAAwmkYsFBtjPiHJa629QNIsY8zckTo3AAAAMJp8I3iuSyQ9En68SdIaSft7njTGXC/p+vC3zcaYvSN4bYyePEnV4z0InLV4fWE08frCaOL1NQTm/x/Xy0+Pp9NIhuJUScfCj2slndv7SWvtBkkbRvB6GAPGmC3W2uLxHgfOTry+MJp4fWE08fo6+4zkmuJmSf+vvXuNsasqwzj+fzpMp2oVSpBAIdBKDWBM4QM2gInc2tRaInyoUcRrJCLeUCQNIQSqhkKhBY01BD8YSCvSEEDUmQrKJS3YEKjYhAoKlpuSQuUi2GopnccPa008ThlaZs6ZmcN5fslkzt5r7529M2/mvHutd+39jvp5cpOPHRERERHRMs1MXNdTSiYAjgKebOKxIyIiIiJappnlE78A1kqaCswDjm3isWPspOQlWinxFa2U+IpWSny9zch28w4mTQHmAGtsb27agSMiIiIiWqipSXFERERERDvKZLgOoGLIUhlJE+pPt6TERDRF4ilGk6T9JO07RNsbro+IaNTMmuIYvw4CbpK0vS7vBcwE/lCXu4DLgcOA+ZKOAR6obVMoIwqzGg8o6U7bp9TP1wMX2X6mtZcRbeYc9iCeEkvRJB8FZgCL3qDtN5JOAnqAo4H+hrb1tl9t/elFO5J0LPCo7ZdrDN0H7GV72272m2C7/822ifEn5RMdSNL5QLfty4Zov9323Pr5EuAx2zfUZVFGGG4DTgcOBu4Gbgf2Bf5oe3HrryLaxVDxlFiKkaojYH8GnqDc3APsBKYDh9t+XdIkYKXtBZIOpCTPBg4BvgJ8yPbfdz16BEh6ADjD9uOS1gJzgT7gc7afljST8vKyKcD+lP9dk4Htdb8dY3PmMRzpKe4wkg4FLgFOknSo7acGtXdRv1wkdVP+AVzasMks4IfAB4FbgNeBR4ELgKspTyGJAHYbT4mlGJGa9G4Flg5quqK2zQeWABMlbQB+YvvHko4CPgt8OAlxDEXSLGCL7cfrqn7g38B5QHe9sd8M3Et5s91cYIft6+r+XZLk9D62jSTFHUTSe4CfUYayJwArJC2zfVvDZjOAmZLeDRxD6XXZKOli26ts3y9pKbAM+BGwhfIGw7uB1bb/NIqXFOPfm8ZTYimaoIvSMzd4HbZ7JR0P/BY4AdhQ22cBK2w/MWpnGe3oYuB5Sb2U0puZlFiC8h26CLgIeA2YBkwFJkk6G3gBmAh8HfjLqJ51DFvKJzqEpPcCNwOXAfOB6ygvWLkLuMB2X93uLGA28Jztc+u63wGn2d5al28ADgQeBh4BjqcMJ32E8rrv5bbvH61ri/Frd/GUWIqRkvQS5eVRPZTkxMAHgENqb/Ea4GTgVkqP3seA/erum4E+28tG/cRjXJN0GvA14FngS7Z3SnoQ+DVwD7AW6LdtSUcCVwG9lDf7zga+a/v3Y3LyMWyZGd4BJB1BubtdZHv1wHrb/6DUci5vmJ39ecrQUI+keZIWUJ47PZAQzwE2AlspZRjTKbV5XwaOoNRRbRqVC4t2MGQ8JZaiSTbYng2sAG6tn68ADq81xy8Ai4GXbS+xfQJwJXCl7VOSEMcQdgDfBqgJcQ8NOZPtncCMemO/CriWUlO8D3ANcL6kuyS9f9TPPIYt5ROd4TFKz9xTgxtsb5J0tO1XJH2KMsv2WUnfokx4mkjptRvwIvAD4DjbL9ZJCM/ZXippGnC57S2tvqAY//YgnhJL0UwrgdWS5lIm3z1Te4o/QelJ3iRpou3XxvQso/vfLoAAAAGjSURBVC3Y7pN0cMOqOcBDgzb7K/B9SiL8ReA/wBrgatvTJR1GbuzbSnqKO4DtnYMS4gmAGtpfkXQccCGwUNL7gO8BL1GGtX8u6VRJPbbXD/QaD+wOnCPpHuDGVl9LtIc9iSfg4cRSjESdvHlArfmcB3yGMvt/GzBN0ruAn1J6jvv43+Pa3sn/P5YtYne+CfxqYEHSVEqJziO211E6Ga8F7qzt64BTM8muvaSnuDP1sOvfvh/4NPBVyjD2StsLAepzZr8D/ItSSwUwqf7uBq5p6N0bPAs8OtNbiafEUgzXkcDzwELbGwHqs2S/ACynJCi9tlfVti5J3wDOBM4YkzOOdiIASQspz/v/JWXy8InAJ4G/AZfWUbHJAzEITK+T7bbvcsQY1zLRLoZF0t62/1kfuTVQXxXxliWWYiTyyKtolTrKtZiS3F5le4OkfYCPUyZ19gJ3AOsoLx3aVvdbQim3WGA75RNtJElxRERExDDUssLtg9aldr1NJSmOiIiIiI6XiXYRERER0fGSFEdEREREx0tSHBEREREdL0lxRERERHS8/wL4XU3XlBmKLQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "label = ['不及格','及格','良好','优秀']\n",
    "aa = []\n",
    "plt.figure(figsize=(12,9))\n",
    "for i in label:\n",
    "    aa.append(a.value_counts()[i])\n",
    "bars = plt.bar(label,aa,width=1)\n",
    "for i,bar in enumerate(bars):\n",
    "    h = bar.get_height()\n",
    "    w = bar.get_width()\n",
    "    plt.text(\n",
    "        x = bar.get_x()+0.4,\n",
    "        y = h +5,\n",
    "        s = a.value_counts()[i],\n",
    "        fontsize = 18\n",
    "    )    \n",
    "plt.title(label='   女生800米跑直方图    ',\n",
    "         fontsize = 32,\n",
    "    backgroundcolor = '#c5b783',\n",
    "    color = 'white',pad =15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '   女生跳远直方图    ')"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsUAAAIxCAYAAAClyMUXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAAIABJREFUeJzs3Xl8nGWh//3vNTOZ7GmSZmnapnuhC21ZQtlKqVCwwKGI/hREQEXg5/IccXkU9fBC8AgqxwU8CNpHf/5EOCBwVFAqS4VCUQ6l+77TvUmzL80+cz1/zGSapFkmySTT5Pq8X6+8Ornua+77muRu+51rrsVYawUAAAC4zBPvBgAAAADxRigGAACA83zxbgAQT/985fvFkvLj3Q4AGIFKLl5y75h4NwKIFj3FcB2BGAAGB/++YlghFAMAAMB5hGIA6IU/MV2JyaPk9SXGuykjUkbWBKWm06kIIL4YUww4LDFplLLHzFB58XY1N9bErR1jJhRp7OQLJUkfbHtVlaW749aW0WNmKiNrghpOlOv44Q0KBls16/xPKSUtRwd2vaEj+/4Zt7YNloJJFyg1PV+tzfWqrT6i8uLtQ3NhYzTtrH9R3rh5qqs+pk3v/h9JLBMKID4IxYDD0rPGa/KMKzXpzMWqqTyo7WufVTDQEvPrpGaM0Yma4m6PG49XScmZkiRrgzG/fl/4kzJUMPF8SVLp0S1SsFXBQLMkKRhojfo8Ho9PhdMW6tDeVYPyM42l1PQ85Y2bK0nas/mvQ3dhayO972mjClQwsUjHDrwfk1Ofu/BLSkrJism5uhMMBvQ/r/1gUK8BYOgQigGHpY0aK0kyxqi28tCghDdfQormXXyH6uvKdPzwBpUc3qBAa2OHOu2va4OBAV/Tn5ShokVf7rXemjcfVXNTbYeytutbayPtDIbLgsFoQ7HRjPNuVOboyUrPKtT2tc8q0NrUsYbHq/TM8QoGWmVtQDYYlFVQ6mpDJWNk5JHxeGSMVx5vgmoq9vfYAn9iuoLBgGywNfSnje7nWl3+QS8vzchjvPJ4fTLGq5bmE1Gdtzv7d7yuzJyp8noTVDhtoUqPblFrS8OAzin17Q1Mf8XiXgVw+iAUAw7LyJ4oKRT6jh1YPTjXyCqUJKWk5ahg4vkqObz+lDrtw6aNwcfn0QaiYBehpi3otA+xbb3X0Ydiq/Li7RqVNVEZWYWaVfRJbVvzTIdz+hPTdNb8W6M836n++cr3ezxe9KG7+3Xe8xb9a9R1GxuqtO6tx/p1nTZNDdUqObhWYydfKF9CsiZMv0z7tr0yoHNKJ39Xx49s1J7Nf+m23uj8GaqtPtqn4UOF0xaqcNrCPtwPAIYDQjHgKF9CilLT8yRJlcd3q6W5flCu0xaKJenQnlWn9JgOBtsurKx96z/V1FAd+T4xeZTOu+xfO9RLSs1WY32lZK1suKe2tVNvdmczzvm4qisOqOzY1i57S0sOrVNrc4Omz/uI0jPHa+Z5N2nb+0+fDFI2FMqDgRbZYEDWBkNvCMLXt7IyMqG6xsjIdOgpHkmOfPCu8iecp6qyvSo+uC4m54ymZzw5LUdnnP1RSVJ5yQ7t2vDHvl2DnmJgRCEUA44aPWaGjAktQFN6dNOgXWdUzmRJUktzvUqPbh6067TXlx68eZfcpdT0PG19/79UXb5PbRO9ego8aRkFys4/U9n5ZyqnYJY2/8/v1NUEsfKS7fJs8Wn63OuVkVWo6XOv184N/y1JamqsHtTxqGtW/vzk0IlgoMefybyL71RqRr7Ki3do54YXejyvMR4Z45HHmxC5fzpL8KcqGGwNDw0JqrfJcy3NJ7TxH8tCb0yiZIxHxuOT15vQ5ZsS29UwlE4mz7hKxngUCLSo+MCaqK8duQaTAoERhVAMOGp0/gxJUktzgypL9wzKNVIzxkSW2io9ujnqca0DFe1kvUCgWa3hHvKcglmqLt8XCTo9nSN/wnnh57do14Y/qafQV3p0s1LScpU/4TyVHN4Q5SsYuL4MB0hMHiVJamzoPZRaG5S1wR5D9pyLPhuZODkUuhxK0ksozhs3T5k5UyRJXm+Czrrgtm7rNpwo1/pVv9Qpv2cyMTCiEIoBB/kSkiPjictLtg/aig/548+OPA4GW5UbXuGgs4zMk0MsMnOmREJae0Ym1Dvo9cnrSVDZsa1qaqw+pZ4UmsQWrfLi7Ro1epJG55+pvVtfjpR319OYmDxKOQWzJUlHP/ifbtvQ3sHdK3X8yEY1nCiPul1DxetLlC8hSZLUFMdl+WKtp17c5NTRmjTjyqjPtX/HCnWVgK3iu1IKgNgiFAMjUHJqjnwJyaGPz21QssFwyAv9x56Vd4Y84eBYV3VUyamj+3yN0MfXXllrVV9bcspxj8cXCY+SNH7KJVGdN9p6tdVHug2kHk90/7QZ44n0kvsSkpWeOf7kwW7eKEw680p5vQlqbWnU0f3vRXUda4NxDcTpmeM158LP9FpvyswPa8rMD/dY58CuN3Vk3z96rLN704uStQoEmsPjtDv+LGeff4v8SekqL96hg7vf7LVdpzLhIRy+Pm+o4vUlaca5N0beCOza+CeVHdvaoU6CP1XzLrlT/sQ0lR3bFtd1swEMHUIxMAKNm3KR8sbNi6rutDn/MqBrVVcc0NbVvz+lPL/wXPkSkiVJzY21CvYwdMLr9SvBnxKq21TX5Ufzxnjk8fjk8fhCPcE9fDzuaddT3Daprut6PjU1Vqu5sVb+pHRljp4SGULQVU/xqOzJGj0mNOyk+ODaU5aWi0ZicpbSM8e2G+sb/XJpkkIT7TxeGU/oz9qqo2rqZdhDoLW5z+3sTjTL9tVWHurxeFsvbmtLw5C+WfAlJGvmeTcpOTVb1gZljEdTZl+jxvoq1VUfidSbPvcj8iemqbG+Snu3Lh+y9gGIL0IxMAJZa9Xa2qRga/PJVQ3CjPEoMSlDUmjZsZZe1oRNSEiR1+eXdDLcGpnQerUeX5cT0jzeBI2bcrGk0AS7dW//oscxqLnj5mr6nKWSQj13NRUH+vaCOzFR9hR7fH4FAs2qrTosX0Ky6muPy+NrW9nh1FCcmJyh5qY6eX2J3fYSG49XGZmFJ9cItoGTy7wFWpSRXRh5rbGwe/NLKj3ScygO2pM/+y2rf9+vn+/FS+4NnSsGy5C1raoxVGPMpVDv7+z5tyglLVfBYEC7NvxR2fkzlDdujmadf7N2rn9B1RX7NX3uR5SZM1ktzQ3h9aX7/sYHwPBEKAZGoL1b/qq9W7remSyn4CydMe8joXpbl5/y0XFnZ13waWVkFcraoDb8Y1lUGyuMn7JA/sQ0SaEe1aFez7W5seaUyVez59+qUdkTwyGy42obe7e+rNaWUPhpG/fcVU/x8SMbVVGyU5mjJ6u1pesl7PyJaZo9/5Yuj1WW7lXxwTWqqz56sqfYBmSMR5mjQ6t0VJbtjayznJiUobRRBZKkipKdkaXZZDzyeEIbaLQ29/77sMHYjX2NxfjztiXlulonerC0NNer7OhWFU5fqD2b/6KK4ztVWbZH/sQ0ZeZM1qzzPqkTdceVljFGra1N2r72GTWcKBuy9gGIP0Ix4Ji27XybG2tVXry9x7rGeJSaMUaSVFd9NKpAnJKer7GTL5QU+ti++GDfl7oaam2BuKOuh2cEWptUXrKjx/PZYGh1hmCwVTYYkNeXKK/Pr2CgWZWlu08Zo5qcOlrnXPoFSdKeTS9Flhhr34O+Y/3zfXxVgySKpc564/GG/usZ2nV+rQ7ve0flJdsjQzZsMKCd65/X2Zd+PvQGJHyv79u6XHXVR4ewbQBOB4RiwCH+xHSNGj1JklR8aG2vvX5po8bKG+7Vi3bZtrxxcxRoaZQnMVVHD6we8DbA/eHx+CIrWDQ1VPepp9rrDQ0V6WpXvFHZk0NrLfcQDJsaqvXuaw91KJs25zrljZvXbTvab8YRGIStttsH/IHsohc608BCcdu4cEny+vz9muTZ0lzf762g2wKxMV7lFMzS+KmXRoYTtY0znj7nemXnnaGSQ+tV3ct22gBGDkIx4JDccXNkjEfBQKtKDvW+c1jbpDJJvfYqt9m/Y4X271ihzJwpqq060vsTBkFqxpjIagub3v0/p/T6GeOV15cYDlYnQ97oMbM08cwrJEmtXey8lzdujhKTM7Rj3fP9Gmva3ZuQtgmJNhhUMBC7SXFd6W4iY29ite6wLzyhUpLGTCjSmAlFfT7H3q3Lo7p/OzPGq4zsCcrOm66cgtlK8KdKkhrrK/XB9lfVWF+pSTOvUlbOVOUUzFZOwWw1N9aqqvwD1VQcUH1dqeprj/f5ugCGB0Ix4Ajj8apgwvmSpLLibVFt65wd3uCjtupIn1cJqCrbF3mclTtdyamjT+5y1ml9157WKe44hjZBVWV7ew0m7UNf522lp89ZGhmS0H4L6MJpCzV+6qUyxnT5vDajsidqzoWf1rY1z/Rpg4yetK280d/ez77o70TGtol2A+VPTB/wOdpv2x2tKbOvUd64eR1WJmlurNWRD/6pxvoqtTTXq+FEubaveUbpWYUaP+USZeZMlT8pXXnj5ipv3Fy1NNeHN/EAMBIRigFH5I87W/6kUCA5dmB1r/Uzc6ZEegcHug306DEzol4irrd1inc3n+g9FLcbgtDbEBFfQrKmz71eWbnTJIUCV2LyqC7HGZce3aLR+TOUkparORd+RtvX/qHLNZr7KjH8cx5Jm2d0JzUjP/J425pnVFW2N6rnjZlQpCmzlkgKhdm+OrL3H8obO1fWBlVTeUglh9arvHi7jDE659IvKDF5lOqqj6r40DqVHduq7WufVWJypvLHn63RY2YpOTVbB3b+vdsJlgCGP0Ix4AJjNHbKRZJCM/6zcqepubG2x/G+bb3KLc0NOn5kYKHYWqtAoEXBQEto8lmnoNrTOsWRnezCPcXRDGltv6pB52vt2fwXlR7bIp8vSWmZ4zRl1hIlJmXIBoPau3W5MnNDPdVdrf1bVb5PpUc3a8a5n1BiUobmXPBp7dzwQode8f5o2wq7sb73bZYHaqBjigeq7bVKUn1dadTPSwivZiKpX+PUmxqrtW3ts2qoK+3w/JT0ArW2NipRo5Q2aqymjRqrSTOuVPmxbTq0520d3L1SB3evVEpabp/aC2D4IRQDDkhKyVKwNdR76vF4NWH6Io2feqkqSnao+OBa1VQe7FA/JS1PmeGe05JDa6PasKEnPS0RJ8V+neKekrOVlQ0GFAi0aNKZi5WYlKFgMKDdG/+s8pLtGhd+81Bf1/Vwkaqyvdq96UWdMe8GWRtQw4mKAbXU60tUZu5USerTigc5BbNVXtz3LbrjPaY4I2uCpFCveF+Gn/jD43+tDUY19KcrNV1MmjtRc0wb//H/KSNrgsZOukBZeWfIF/6dfLD91Ug9AjEw8hGKAQc0nqjQhn/8Smmjxilv/DzlFpwlr88fmUxUX1uq4kNrVXpkkwKBZk0883IZY8JbGfc+1GI4CgaatWP9c5p38Z3au+VllZdsV4I/NbIaQkMPIai8eJuOpOerrvqImhqqBtSOggnnyxfeqri8ZGfUz5s888MqnLZQB3e/pfLibVE/L55jitMyCpSSnitJqqk42EvtjhISQ6G4ualOUX1cEIXCaZeptuqwqsv3q6byoGoqDyopNVvjJl+s+tqSIV9fG0B8EYoBh9RVH1Fd9REd2LFCuePmaMyEIqWk5SolPVdTZi3RxDMuV1XZ3sj42sN7V43oMZQNdWXauvop1VaFtiXOyjtDUrgXs6nncasHd7854OunpOVp/NQFkkLbZfe8XbNRWxhMSs1Wgj9FCf4Ujc4/s0+hOJ7yxp8cV15xPPo3AJIim8H0ZzxxV9Izx6tw2qWSQpMqK0v3qLxkhypL9/T4qQaAkYtQDDgoEGhW8cG1Kj64Vpk5UzVu8kUaNXqSvD6/Ro+ZKSk0Lrem8nCcWzr42gKxJOWOPUuSVNHL5hyxkJSSpZnn3SSP1ydrrQ7sfOOUOm1DXqTQcnqVx3dLMho/ZUGk/PiRjX26brzGFCcmZypv3NmSQusMVxzf1afnty2fFqsVP3wJyaqpPKT0zHHy+hIjn5oEWptVcXyXSo9uGvBYcQDDC6EYcFxV2V5Vle1V/vhzNPWsayPlHo9Xcy/6rCqP79ahfe+oLk5rDg+GpJRsZeVOU1NDVSScpWUUaFT2RElSeXF0oXjU6MmqLv+gD1cOLfeWmTNF0+deHwl6B3b+XXXVp/5862qKZYNBGY8nMua6vaqyD4ZNcJs0Y3FkJ7ujH7zb593s2oZPNEXZU2yMp8fjbTsLJvhTlJ0/Q7lj5ygjq1Ben1+5Y89S7tiztGX173scatLbNQAML4RiAMrOn6EJZ1wuKTSRqbx4h7LypsvrTVBW3nRl5U1XZeleHdrzdpfh7XSX4E+Vz5ckKTQWt20M7752E6kmzbxKktTYUHXKxMOueDw+zT7/U2qsr9SBnW+ovKTrzU3aj1MenT9DJYfWq762VA115fJmJmn/jte73Qq7qaFSe7cu14QzFkWGD0ih1TwqS3drz+aXonj1HfUW9LozkDHFOQWzNTq85nVjQ5WORrEkYHu+hKTILnjR9hRHG1hbmutVcmidSg6tU1JKlvILz1XeuLmqqTzU68+JUAyMLIRiwGHpmYUaP22BsnJCqx8EWpu1Z8tfVV68TQn+VI2dfKHGFJ4nr8+vrNypysqdqsrSPTq4602d6GF9Xq8vScaY0BJsNtDjtsj9EVqizSevN0GBQHOPq2PMOPdGpaTlRjbl8PkSFQwGVF9bovqa0GsonLZQGVmhDUQO7/1HVG1oW/M5KSWr262Kc8fOCYXwhFAg9/r8mn3+p7R/5wrtWP+cklNzVFvV8xCV40c26PiRDfJ4/ZGNJ9qWthsOUtLzNXV26BMIa4Pat3V5n3uJU9ot49bbWO82/QmsoTc4f9fBXSs7bL0dy2sAOH0RigHHJCSmKWfMTOWOnaO0UWMj5dUVB7Rv6/LIznUtzSd0YOffdfSD/9H4qZcqv/AceTxeZeVOU2bOVJUXb9OBXW92ufrC5JlXRr1ZR2d9HfO6e/NLKm23jvK0OUuVHZ4wJ0mp6Xnh11OvytI9qji+S1Vl+yLbKeeNm6fxU0MTrmqrDuv44Q2nXiQc6lPT89W2JkXbbn+SVNup99zj8YV3UJsbKWusr1KCP0Ven19TZi3RmAlFKj64Ro0NVWppquv1dQYDzYomSyYkpik5JVuBQItsMCBrgx16mROTMroN8dHwJ6YpOXV06I2J8cjj9au5qbbL+yAxOVMzz/2EvD6/JOng7pV9Hu7h8SZowvRFke8b66Nb7cN4QoE1b9y8ft+LvV6DUAyMKIRiYAQzxqOk1GylZYxVeuY4ZWRPVEpaToc6J2qKdWjvKlV0sxxYS/MJfbD9FR078J4mz7hKWXnTZYxRTsFsZeWdoQ3v/GrAy5LFUnX5/kgYDQZaVVG6S6VHNquqbO8pa/oWTDxfk2ZcFV5+rkG7N72orpb7ahvHOnbSBRo76YIOx5obazt8zJ6YPEozzvm4UjPGSJIaTpRr98Y/q67mmLy+RBVOu1RjJpyvlLQcTZm1RJNnfliN9RU6UVOipoYqNTefUKC1OdybamXDgTyygYnHI6/XL68vUV5fkvyJaaqvO65De96WFB6v3MX44zbT517ftx9oJxPPuFwTw0Nt2hza83bk+m1S0vI0s+gmJSZlSJJKDm/QkX3/7PHciUmjlBOe7Oj1+ZWYnKnM0ZMjG7u0NNfrRE1xVO0cisBKKAZGFkIxMELlF56ryTM/HPnIvb1gsFUVx3ep5ND6qCeKNdZXavu6Pyg7/0xNmblE/qR0FR94v8tAfGDnGzq0520FgwEFA62ywVbZGK0ta4xHRkYer08eb4Jamxs6HC87tkVjJ1+o8uLtKjm0ttuNHgqnLVThtIWSQuF5x7rnu91R7tiB1crKnaYEf3KH8kCgRXu3Lu8QtsdOuiASiOuqj2rbmmfU2hJqY6C1Sft3rNCxA2tVMLFIOWNmyZ+UruTU0QPqvT3y7rsnv7GhlUNssDX08+9iB8GBMjLhgO6LrJ7RXt74czR5xpWRHuKSwxuiWuasqbFGeePmdvmzCAYD2rftFVkb3dCLtsBaXrxd+3euiOo50SqYOF9jJ10Q6Y0GMDIQioERquTQOqVnFipv3BxJUlNDtaorDqiqbK8qj+9WIDx8oK8qSnaqpuKgJp55hQ7tXdVlnf5swxstq1Ao6q791ga18R/Lej3PkX3/lNeXpPzx87Rj/Qs9Tq47UXNMa958RInJGZGwZWXV0lh3Sjs+2PG6/EkZSkrO0tb3n1agtemU8zU1VGr/jte1f8frSk3PV3rmeKWk5ykpJUv+xDT5/CmhnuAoxrU21ld2mPxYenSTSo8ObFvuAbPBSBA/uv897d/xerRPVGXp7kgoDgRaVF9boury/Tp+ZGOftsFu+z0FAs1qaqjuU/N70/Y7pacYGFlM53f4gEv++cr3R/RfgAR/ilLS81Vfe3xQg+pwluBPjfnPxhivfAlJMTmv8XjlMV4Zjzc0WTA8llcK9dgGg62n5e82JS1X6VmFKjm0rk/PS0rJUmJylpoaKvsUgnF6unjJvSbebQCiRU8xMIK1NNf3cR1d9wxGoLQ2ELPz2mBAAQWkvi3YEHf1daWq72Gr7O401hOGAcQHn/0AAADAeYRiAAAAOI9QDAAAAOcRiuG67rdlAwAMBP++Ylhh9QkAAAA4j55iAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8+KyzXNOTo6dNGlSPC4NAAAAh6xdu7bMWpvbW724hOJJkyZpzZo18bg0AAAAHGKMORBNPYZPAAAAwHmEYgAx1dzcrL1796q6urpfxwEAiAdCMYCYefjhhzV69GhNmzZNOTk5+tznPqempqaojweDQf37v/+7CgsLlZCQoPHjx+uJJ56Ix0sBADiGUAwgJp5//nl95zvf0fe//31t3LhRDzzwgH7729/qZz/7WVTHJen+++/X/fffr8WLF+vxxx/X9OnT9cUvflHPP/98vF4WAMARxlo75BctKiqyTLQDRpZZs2ZpyZIl+ulPfxopW7x4sRobG/XOO+/0ery0tFSFhYX60Y9+pLvvvluS1NjYqEmTJunss8/WK6+8MuSvCQAw/Blj1lpri3qrF5fVJwCMLIFAQD/5yU909tlndyj3+/1qbm7u9bgknThxQt/97nf1pS99KXI8KSlJ06ZNU2lp6eC/CACA0xg+AWDAvF6vrr76ahUUFETKtmzZojfeeENXXXVVr8el0FKN3/72t+XznXyv3tLSos2bN2v27NlD92IAAE4iFAOIqa1bt+qOO+7QBRdcoCuuuELf+MY3+nS8vV//+teqqanRbbfdNtjNBgA4jlAMIKYqKyu1adMm1dfXy+fzqaWlpU/H25SVlen+++/Xhz70IS1evHgomg4AcBihGEBMLViwQKtXr9bKlSv1+uuv6+tf/3qfjrf5whe+oBMnTmjZsmVD0WwAgOMIxQAGxWWXXaZPfvKTeuGFF/p8fNmyZXrhhRf02GOPadq0aYPdVAAACMUABq6srEz33HOPjh8/3qE8Oztbra2tvR5v77333tOXv/xl3X777frMZz4z2E0HAEASS7IBiIGMjAz98pe/VFNTkx555BFJoWXa/va3v+mCCy7o9XibPXv26LrrrtNZZ52lX/ziF3F5LQAANxGKAQyY3+/Xvffeq29+85sqKyvTJZdcoj//+c/atWuXfvWrX/V6vM2tt96q0tJSffWrXz1lWMUtt9wy1C8LAOAQdrQDEBPWWv3iF7/Qz3/+cx07dkznnHOOHnroIS1YsCCq4+Xl5crJyenx/AAA9FW0O9oRigEAADBiRRuKmWgHAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHusUAzE06Vsvx7sJGMH2//DaeDcBAEYseooBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4LyoQrExJtsYc6UxJmewGwQAAAAMtV5DsTEmS9JfJc2X9KYxJtcY8xtjzLvGmHvb1TulDAAAABgOoukpnivpa9baByW9KulySV5r7UWSphhjphtjPtq5bPCaDAAAAMSWr7cK1tq3JMkYs1Ch3uJsSc+FD78maYGkc7oo293+PMaYuyTdJUkTJkyIQdMBAACA2Ih2TLGRdKOkSklW0pHwoQpJ+ZJSuyjrwFq7zFpbZK0tys3NHWi7AQAAgJiJKhTbkC9J2iTpYknJ4UNp4XPUdVEGAAAADAvRTLS7xxhzW/jbTEk/VGh4hCTNk7Rf0touygAAAIBhodcxxZKWSXrOGHOHpC2S/izpbWPMWElXS7pQoSEVqzqVAQAAAMNCNBPtKiVd2b7MGLMoXPawtba6uzIAAABgOIimp/gU4aD8XG9lAAAAwHDAhDgAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYR5xDIrAAAc+0lEQVRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPN6DcXGmFHGmL8ZY14zxvzJGOM3xhw0xqwMf80J13vAGPO+MeYXg99sAAAAIHai6Sn+lKSfWmuvklQs6VuSnrHWLgp/bTbGnCdpgaT5ko4bYxYPXpMBAACA2Oo1FFtrH7fWvh7+NldSq6R/McasNsb8xhjjk3SZpP+21lpJr0q6tPN5jDF3GWPWGGPWlJaWxvAlAAAAAAMT9ZhiY8xFkrIkvS5psbV2vqQESddISpV0JFy1QlJ+5+dba5dZa4ustUW5ubkDbjgAAAAQK75oKhljsiX9p6SPSSq21jaFD62RNF1SnaTkcFmamMAHAACAYSSaiXZ+Sc9L+ra19oCk3xtj5hljvJI+ImmjpLUKjSmWpHmS9g9OcwEAAIDYi6ZH93OSzpX0b8aYlZK2Svq9pA2S3rXWrpD0jqRzjDGPKjwRb3CaCwAAAMRer8MnrLVPSHqiU/EDneoEwytOXCvpUWvtB7FrIgAAADC4ohpTHA1rbYOkF2J1PgAAAGCoMCEOAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOC8XkOxMWaUMeZvxpjXjDF/Msb4jTG/Mca8a4y5t129U8oAAACA4SCanuJPSfqptfYqScWSbpLktdZeJGmKMWa6MeajncsGr8kAAABAbPl6q2Ctfbzdt7mSbpH0SPj71yQtkHSOpOc6le2OXTMBAACAwRP1mGJjzEWSsiQdknQkXFwhKV9SahdlnZ9/lzFmjTFmTWlp6YAaDQAAAMRSVKHYGJMt6T8l3S6pTlJy+FBa+BxdlXVgrV1mrS2y1hbl5uYOtN0AAABAzEQz0c4v6XlJ37bWHpC0VqHhEZI0T9L+bsoAAACAYaHXMcWSPifpXEn/Zoz5N0m/lXSrMWaspKslXSjJSlrVqQwAAAAYFqKZaPeEpCfalxljXpJ0paSHrbXV4bJFncsAAACA4SCanuJTWGsrdXK1iW7LAAAAgOGAHe0AAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAIBho7S0VIWFhVq5cmWP9b7zne9o0qRJp5SvXLlSRUVFSklJ0cKFC7V3797BaSiAYYdQDAAYFhoaGvSJT3xChw8f7rHe5s2b9eMf//iU8vfff19LlixRU1OTHnroIRljdM0116ipqWmwmgxgGIkqFBtj8o0xq8KPxxljDhtjVoa/csPlvzHGvGuMuXcwGwwAcE95ebmuuOIK7dq1q8d6wWBQd955p1pbW0859o1vfEOZmZl666239JWvfEXLly9XTU2Nli1bNljNBjCM9BqKjTFZkn4nKTVcdIGkB621i8JfpcaYj0ryWmsvkjTFGDN98JoMAHDNU089JZ/Pp5deeqnHeo899pg2bdqkm2++uUN5ZWWlVq1apc9+9rPKzs6WJKWmpuqmm27Siy++OGjtBjB8RNNTHJB0o6Sa8PcXSrrDGLPOGPNQuGyRpOfCj1+TtCCWjQQAuG3p0qV68803NXr06G7rHDp0SPfee68eeOABTZs2rcOx7du3KxgMasGCjv89zZ07Vxs3bhyUNgMYXnoNxdbaGmttdbuivykUgs+XdJExZq5CvchHwscrJOV3Po8x5i5jzBpjzJrS0tIBNxwA4I7JkyfL6/X2WOeLX/yizjzzTH3ta1875VhVVZUknTL5Ljc3V2VlZWpsbIxZWwEMT75+POef1tomSTLGrJc0XVKdpOTw8TR1EbattcskLZOkoqIi26/WAgDQheeee06vvvqq1qxZ02V4tjb0305KSkqH8qSkJElSbW1t5DEAN/Vn9YlXjTEFxpgUSVdJ2iJprU4OmZgnaX9smgcAQM+qqqp0991365577tHcuXO7rNMWeNvCcZu271mBAkB/eoofkPSmpGZJv7TW7jTGHJO0yhgzVtLVCo07BgBg0H3zm99UUlKSPv/5z6usrEySVF9fr2AwqLKyMiUlJWnMmDGSQuOOp0yZEnluW/309PShbziA00rUodhauyj855uSZnQ6VmOMWSTpSkkPdxqDDADAoHnttdd04MABjR8//pRjubm5+vSnP61ly5YpOTlZ7777ri677LLI8XXr1ik5OVmjRo0ayiYDOA31p6e4S9baSp1cgQIAgCHx9NNPq6GhoUPZk08+qddee01PPfWUxo4dK7/fr6uuukq//e1v9ZWvfEVJSUlqaWnRH/7whw4hGYC7YhaKAQCIh0suueSUsnfeeUdJSUlavHhxpOyee+7RggULdOONN+oLX/iCHn/8cR06dEiPPfbYUDYXwGmKUAwAcMJFF12k3/3ud/r85z+vl156SR6PR/fdd5+WLl0a76YBOA2YzjNxh0JRUZFds2bNkF8XGGyTvvVyvJuAEWz/D6+NdxNGhPLycq1evVrTp08/ZZMPACOPMWattbaot3r0FAMAnDJ69GhdffXV8W4GgNNMf9YpBgAAAEYUQjEAAACcRygGAACA8wjFAAAAcB4T7QBgmGB1EwwmVjeB6+gpBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMWOaGpq0n333aepU6cqKSlJF198sd56660u677yyisyxui5554b4lYCAADEB6HYETfeeKMefvhh3XTTTXr00UfV0tKixYsXa8WKFR3q1dfX64tf/KIuv/xyfeITn4hTawEAAIaWL94NwOBbuXKlXnzxRf3617/W5z73OUnSLbfcotmzZ+vee+/V4sWLI3Xvv/9+HT58WC+//HK8mgsAADDk6Cl2wN///nf5/X7dfPPNkbLU1FRdeeWV2rhxY6Rs06ZN+tnPfqavfvWrmjlzZjyaCgAAEBeEYgfU1NQoOTlZycnJHcobGhqUkpIiSbLW6q677lJaWpoWLFig5cuXq7y8PB7NBQAAGHKEYgdMnTpV1dXV2rRpU6Ssrq5OK1as0CWXXCJJevLJJ/Xee++pqqpKt99+uz72sY9p4sSJevrpp+PVbAAAgCFDKHbAzTffrOzsbH3yk5/UW2+9pdWrV+uGG25QSUmJbr/9dllr9b3vfU8JCQl6+eWXVVpaquPHj+v666/Xpz/9aa1bty7eLwEAAGBQEYodkJOTozfeeEN+v1+LFi3SBRdcoBUrVmjWrFlaunSpdu7cqX379um2227TNddcI0lKT0/XE088oWAwqGeeeSbOrwAAAGBwEYodMW/ePK1fv141NTV65JFHJEnf+9735PF4VFFRIUm67LLLOjwnIyNDubm5OnLkyJC3FwAAYCgRih2Tmpqqxx57TPPnz9fHPvYxSVJBQYEkyRjToW5ra6sqKiqUm5s75O0EAAAYSoRixzz77LPas2eP/uM//iNSNnnyZE2cOFHPP/98h7pPPvmkWltbdfnllw91MwEAAIYUm3c4pKWlRffdd5+WLl2qhQsXdjj24IMP6tZbb9XSpUt1zTXXaMeOHXr88cc1f/58XXfddXFqMQAAwNCIqqfYGJNvjFkVfpxgjPmLMeYfxpjbuyvD6WfZsmU6cOCAHn744VOOfepTn9KLL76oqqoq3XPPPXrqqaf08Y9/XH/5y1/k8fCBAgAAGNmMtbbnCsZkSXpGUp619lxjzNckZVhr7zfGLJd0o6Q7O5dZa2u7O2dRUZFds2ZN7F4FcJqY9C22xwYwPO3/4bXxbgIwKIwxa621Rb3Vi6YLMKBQ8K0Jf79I0nPhx29LKuqmrHOD7jLGrDHGrCktLY3isgAAAMDQ6DUUW2trrLXV7YpSJbWt0VUhKb+bss7nWWatLbLWFrGaAQAAAE4n/RksWicpOfw4LXyOrsoAAACAYaE/4XWtpAXhx/Mk7e+mDAAAABgW+rMk2+8kLTfGXCpplqT3FBo60bkMAAAAGBaiDsXW2kXhPw8YY65UqGf4PmttQFJXZaclVgcAAABAZ/3avMNae1QnV5votgwAAAAYDpgQBwAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwnq+vTzDG+CTtC39J0r9K+l+SrpG02lr7pdg1DwAAABh8/ekpnivpGWvtImvtIkl+SQskzZd03BizOIbtAwAAAAZdf0LxhZL+xRiz2hjzG0lXSPpva62V9KqkS7t6kjHmLmPMGmPMmtLS0v63GAAAAIix/oTi9yUtttbOl5QgKVnSkfCxCkn5XT3JWrvMWltkrS3Kzc3tV2MBAACAwdDnMcWSNllrm8KP1+hkMJakNDF5DwAAAMNMfwLs740x84wxXkkfkZSq0JhiSZonaX+M2gYAAAAMif70FH9P0n9JMpJekvR9SauMMY9KWhL+AgAAAIaNPodia+0WhVagiAivOHGtpEettR/EqG0AAADAkOhPT/EprLUNkl6IxbkAAACAocakOAAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAAOcRigEAAOA8QjEAAACcRygGAACA8wjFAAAAcB6hGAAAAM4jFAMAAMB5hGIAAAA4j1AMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgPEIxAAAAnEcoBgAAgPMIxQAAAHAeoRgAAADOIxQDAADAeYRiAAAAOI9QDAAAnFZfX68777xTBQUFSk1N1bnnnqvnnnsu3s3CEPPFuwEAAADxdPfdd+ull17S17/+dWVkZOiPf/yjbrzxRiUnJ+u6666Ld/MwRAjFAADAWS0tLXryySf1q1/9Sp/5zGckSXfddZemT5+up59+mlDsEIZPAAAAZ1VUVKi5uVkpKSmRMo/HI5/Pp8TExDi2DEONUAwAAJyVn5+v2bNn68EHH9TOnTtVW1urH/3oR9q1a5duuOGGeDcPQ4jhEwAAwGl//etftWDBAs2YMUOSZIzRo48+qo985CNxbhmGEj3FAADAaY888oiOHj2qa6+9VrfeeqsyMzP1gx/8QKtXr4530zCE6CkGAADOWr9+vR599FE9++yzuvHGGyVJx48f18UXX6zPfvaz2rp1a5xbiKFCTzEAAHDWypUrlZ2dHQnEkpSXl6fbbrtN27ZtU2VlZRxbh6FEKAYAAM6y1qq1tVXW2g7l9fX1kqTW1tZ4NAtxQCgGAADOmjhxompqavTyyy9Hyo4ePaonn3xS48aNU05OThxbh6HEmGIAAOCsJUuWqLCwUNdff70uvPBCJSYm6r333lN9fb2WLVsmY0y8m4ghQk8xAABwVmpqqlauXKkbbrhBO3bs0KpVq5SXl6cf/OAHuuOOO+LdPAwheooBAIDTpkyZohdeeCHezUCc0VMMAAAA5xGKAQAA4DxCMQAAAJxHKAYAAIDzCMUAAABwHqtPAAAATfrWy71XAvpp/w+vjXcTekVPMQAAAJxHKAYAAIDzCMUAAABwHqEYAAAAziMUAwAAwHmEYgAAADiPUAwAAADnEYoBAADgvJiGYmPMb4wx7xpj7o3leQEAAIDBFLNQbIz5qCSvtfYiSVOMMdNjdW4AAABgMMVym+dFkp4LP35N0gJJu9sOGmPuknRX+Ns6Y8zOGF4bgydHUlm8G4ERi/sLg4n7C4OJ+6sPzI/ievmJ0VSKZShOlXQk/LhC0rntD1prl0laFsPrYQgYY9ZYa4vi3Q6MTNxfGEzcXxhM3F8jTyzHFNdJSg4/TovxuQEAAIBBE8vgulahIROSNE/S/hieGwAAABg0sRw+8WdJq4wxYyVdLenCGJ4b8cOQFwwm7i8MJu4vDCburxHGWGtjdzJjsiRdKelta21xzE4MAAAADKKYhmIAAABgOGIynANMSLdDZYwxnvBXgjGGewIxwf2EoWSMyTHGZHdzrMtyoDfGmAuNMZnhxx8yxviNMSlRPI9/+4YheoodYIwZL+l5SU3hIp+kuZLWhb/3SvqhpKmSrpVUJOn98LEshe6T+Z3O+Xdr7RXhx7+TdK+19tBgvg4ML8aYLyuK+4l7CbFgjLlF0jRr7f1dHFst6UOSEiWdLSnY7vBaa23tkDQSw44x5n1Jn7TW7jHGrJL0YUnLJd1mrT1ojJmr0D4NWZLyJGUrtAJXU/h5LfFpOfojlhPtcJqy1h6WdFHb98aY/1fSy9baH3RR/efGmFettUvCdb+rjpuwGIU+YWgI9z6Pl7RQ0r+Fe2M2WGsfGrxXg+HCWvtz9XA/cS9hoML3zU5JHyj05l7GmBWSJks601rbaoxJknTQWnvCGJOh0CL+VtIESZ+XdL4kQjFOYYyZL6nUWrsnXBSU1CDpa5ISwv+GFUt6R6FNPD4sqcVa+3/Dz/caY4yl93HYIBQ7xhgzUdJ3JX3IGDPRWnug03GvTv7nkqDQX/IH21WZL+lRSWdJ+qOkVkk7JH1L0s8UWoUEkNTr/cS9hAEJh94Tkn7c6dDD4WPXSvqRJL8xZqOkZdbaXxhj5km6VdIl1tojArp2n6TjxpiXFfqUYa6k18PHPJLul3SvpGZJkySNlZRkjPnfksol+SX9P5J2DWmr0W+EYoeEe0meVuijbI+k3xtjfmKtfbFdtWmS5hpj0hX62Dsgaasx5j5r7R+ste8ZY34s6SeS/lNSqUI7GL4p6W/W2m1D+JJw+uvxfuJeQgx4Ffq4unOZrLUvG2MuVijIXCZpY/j4fEm/t9Z+MGStxLBijLleoVArSUuttQFjzBqFeoVXSlolKWitvcoYM1PSTyX9UqFNzBZLesha+8+hbzkGgjHFjjDG5Er6b0k/UGic5/9VaIOVNyR9y1q7PFzvDoX+QpdYa+8Ol62QdL219kT4+/+SVCBpi6Ttki5WaIzVQoW2+37MWvveUL02nL56u5+4lzBQxphKhTaPSlSox85KmiVpQri3+G1Jl0v6k0KB5hpJOeGnF0tabq39yZA3HKc1Y8w1kg5I+oa19jPGmERJ70p6SdJKa+1KY8x0SQ8o9GnXfZLOVegN2fuSbpOUKf3/7d3Ba1xVFMfx709pIlbsVnDT1IWKGxfZZNNVQylIcVExRsG4aEoLilQYUGgpCsUUQQtBEYqrgPUPUBG0hGy6EikYbIkNiBDQSmpDESskvy7uDYxjCm2mZjK832czzLx5vDvM4c3h3HvPcMT2wkbXiO0nleIGkPQUcB44bvtCnVLE9h+Snge+lTRsexl4FXgROCnpACUxmWtLiEeBeeBRyjKMtylr8ybr5X4GFrfu08U2d8d4SizFfXLJ9j5Jk8CA7WlJbwJPSrpCmcY+DfxpewqYkjQBsL72M6KT7a/qJvV1o8APHW+7CrxHSX5fA/4G5oAPbQ9JeoLcw/pKkuJmWKBU5n7pPGB7UdKztlckjQGXbS/VH5VvKNNHe9tOWQY+AkZsL9edub/Z/kDSbuB929f+7w8U299dxFNiKe6nGeBrSfspm+9+rZXiFyiV5EVJA7b/6ekoo1+9AXxM6V5C/ffeAds/1eeHgU+Bpfr8InDe9tneDDc2I330GsD2akdC/ACgtuMrkkaAd4CWpD3Au8B1yrT255KekzRo+/v1qvH66cBRSbOUanQEdxNPwI+JpehG3bz5WN0IdQB4hdIS6y9gt6SdwGfAGcqynFP11If5d1u2iI0IQFILeJyydOImpQXbCeDlenwMeMT2vO3rtocoSxRv9GDM0YVUiptpkP9+92vAOHCM0s5oxnYLQNIw8BblZjBb3/9QfdwBfNJW3evcBR7NdC/xlFiKzXoa+B1o2Z6H8gcLwAQwDXxHaT/5RT32oKTXKcnMSz0ZcfSTHZT70zPAuO01SeeAg5ROOV/WivBFSswBIGmKstzi0JaPOLqSjXaxKZJ22b5RW25he7XXY4r+lFiKbqQPbPRSnUG91fFalun0qSTFEREREdF4WVMcEREREY2XpDgiIiIiGi9JcUREREQ0XpLiiIiIiGi8JMURERER0Xi3ATiw/BDZHxvZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "label = ['不及格','及格','良好','优秀']\n",
    "aa = [b.value_counts()[i] for i in  label]\n",
    "plt.figure(figsize=(12,9))\n",
    "bars = plt.bar(label,aa,width = 1,)\n",
    "for i,bar in enumerate(bars):\n",
    "    h = bar.get_height()\n",
    "    plt.text(\n",
    "    x = bar.get_x()+0.4,\n",
    "    y = h+5,\n",
    "    s = aa[i],\n",
    "        fontsize = 18\n",
    "    )\n",
    "plt.title(label='   女生跳远直方图    ',\n",
    "         fontsize = 32,\n",
    "    backgroundcolor = '#c5b783',\n",
    "    color = 'white',pad =15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  使用嵌套饼图对比男女生体重指数进行比例统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男1000米跑分数</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男50米跑分数</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男跳远分数</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男体前屈分数</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男引体分数</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>男肺活量分数</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "      <th>身材</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.13</td>\n",
       "      <td>72</td>\n",
       "      <td>8.88</td>\n",
       "      <td>66</td>\n",
       "      <td>195</td>\n",
       "      <td>60</td>\n",
       "      <td>12</td>\n",
       "      <td>74</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2785</td>\n",
       "      <td>62</td>\n",
       "      <td>170</td>\n",
       "      <td>72.599998</td>\n",
       "      <td>25.120001</td>\n",
       "      <td>超重</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.16</td>\n",
       "      <td>70</td>\n",
       "      <td>7.70</td>\n",
       "      <td>78</td>\n",
       "      <td>225</td>\n",
       "      <td>74</td>\n",
       "      <td>11</td>\n",
       "      <td>74</td>\n",
       "      <td>7</td>\n",
       "      <td>60</td>\n",
       "      <td>3133</td>\n",
       "      <td>68</td>\n",
       "      <td>174</td>\n",
       "      <td>52.700001</td>\n",
       "      <td>17.410000</td>\n",
       "      <td>正常</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.09</td>\n",
       "      <td>74</td>\n",
       "      <td>8.45</td>\n",
       "      <td>70</td>\n",
       "      <td>218</td>\n",
       "      <td>70</td>\n",
       "      <td>14</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3901</td>\n",
       "      <td>80</td>\n",
       "      <td>169</td>\n",
       "      <td>46.500000</td>\n",
       "      <td>16.280001</td>\n",
       "      <td>低体重</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.21</td>\n",
       "      <td>68</td>\n",
       "      <td>8.05</td>\n",
       "      <td>74</td>\n",
       "      <td>206</td>\n",
       "      <td>64</td>\n",
       "      <td>13</td>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4946</td>\n",
       "      <td>100</td>\n",
       "      <td>183</td>\n",
       "      <td>79.699997</td>\n",
       "      <td>23.799999</td>\n",
       "      <td>超重</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.44</td>\n",
       "      <td>85</td>\n",
       "      <td>7.52</td>\n",
       "      <td>78</td>\n",
       "      <td>210</td>\n",
       "      <td>66</td>\n",
       "      <td>13</td>\n",
       "      <td>76</td>\n",
       "      <td>9</td>\n",
       "      <td>68</td>\n",
       "      <td>3538</td>\n",
       "      <td>74</td>\n",
       "      <td>171</td>\n",
       "      <td>54.700001</td>\n",
       "      <td>18.709999</td>\n",
       "      <td>正常</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   班级 性别  男1000米跑  男1000米跑分数  男50米跑  男50米跑分数  男跳远  男跳远分数  男体前屈  男体前屈分数  男引体  \\\n",
       "0   1  男     4.13         72   8.88       66  195     60    12      74    1   \n",
       "1   1  男     4.16         70   7.70       78  225     74    11      74    7   \n",
       "2   1  男     4.09         74   8.45       70  218     70    14      78    1   \n",
       "3   1  男     4.21         68   8.05       74  206     64    13      76    1   \n",
       "4   1  男     3.44         85   7.52       78  210     66    13      76    9   \n",
       "\n",
       "   男引体分数  男肺活量  男肺活量分数   身高         体重        BMI   身材  \n",
       "0      0  2785      62  170  72.599998  25.120001   超重  \n",
       "1     60  3133      68  174  52.700001  17.410000   正常  \n",
       "2      0  3901      80  169  46.500000  16.280001  低体重  \n",
       "3      0  4946     100  183  79.699997  23.799999   超重  \n",
       "4     68  3538      74  171  54.700001  18.709999   正常  "
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "male_score['身材'] = pd.cut(male_score['BMI'],bins=[0,16.4,23.2,26.3,100],labels=['低体重','正常','超重','肥胖'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "female_score['身材'] = pd.cut(male_score['BMI'],bins=[0,16.4,22.7,25.2,100],labels=['低体重','正常','超重','肥胖'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "man = male_score.groupby(by = '身材').size()\n",
    "woman = female_score.groupby(by = '身材').size() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,9))\n",
    "_ =plt.pie(man,labels=['低体重','正常','超重','肥胖'],radius=1,pctdistance=0.85,\n",
    "        textprops = {'fontsize':18},\n",
    "        autopct = '%0.2f%%',\n",
    "        wedgeprops={'linewidth':5,# 间隔的宽度\n",
    "                    'width':0.3, # 饼图的宽度\n",
    "                    'edgecolor':'white'},# 间隔的颜色\n",
    "       )\n",
    "\n",
    "_ =plt.pie(woman,labels=['低体重','正常','超重','肥胖'],radius=0.7,pctdistance=0.55,\n",
    "        textprops = {'fontsize':18},\n",
    "        autopct = '%0.2f%%',\n",
    "        wedgeprops={'linewidth':5,# 间隔的宽度\n",
    "                    'width':0.7, # 饼图的宽度\n",
    "                    'edgecolor':'white'},# 间隔的颜色\n",
    "       )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
